Instrumental convergence

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• Representational Convergenceconcept0.754
  The central empirical phenomenon: different neural networks trained on different data/objectives develop increasingly similar representations
• Fixed Point Convergenceconcept0.743
  The behavior where repeated application of a transformer block converges to a state where X' = S_k(X')
• Convergence of Judgment through Developmentconcept0.730
  The process by which individuals, through refining their ability to perceive living structure, gradually come to agree on aesthetic and life judgments.
• Instrumental Justificationconcept0.723
  Operational criterion for strategic deception: CoT steps demonstrate causal link between deception and goal achievement
• Unethical Instrumental Intentionconcept0.717
  Character trait measuring whether LMs adapt to undertake slightly unethical instrumental actions to achieve an explicit goal.
• Convergent Formsframework0.708
  Anton's synthesis, referenced as connected to this work
• What has led to representational convergence, will it continue, and ultimately where does it end?question0.705
  Central motivating questions of the paper
• Integrationconcept0.705
  Key property enabling organized collective action; mechanism by which parts coordinate into functional wholes.